The least absolute shrinkage and selection operator regression identified potential risk factors for MRS1994, followed by multivariate linear regression analysis.<h4>Results</h4>Compared to healthy controls, PBC patients exhibited elevated sTim-3 and reduced Galectin-9, though neither biomarker cor related with clinical parameters. This evidence concerns the gene LGALS9 and primary biliary cholangitis.